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chore: import upstream snapshot with attribution
2026-07-13 12:03:20 +08:00

48 lines
1.2 KiB
Python

"""Image token compression for Headroom.
Automatically compress images in LLM requests to save 40-90% tokens
while maintaining answer accuracy.
Usage:
from headroom.image import ImageCompressor
compressor = ImageCompressor()
# Check if messages have images
if compressor.has_images(messages):
# Compress based on query intent
messages = compressor.compress(messages, provider="openai")
print(f"Saved {compressor.last_savings:.0f}% tokens")
Or use the convenience function:
from headroom.image import compress_images
messages = compress_images(messages, provider="openai")
The compression technique is selected by a trained ML model:
- FULL_LOW: General questions → 87% savings (detail="low")
- PRESERVE: Fine details needed → 0% savings (keep quality)
- CROP: Region-specific → 50-90% savings (extract region)
- TRANSCODE: Text extraction → 99% savings (OCR to text)
Model: https://huggingface.co/chopratejas/technique-router
"""
from .compressor import (
CompressionResult,
ImageCompressor,
Technique,
compress_images,
get_compressor,
)
__all__ = [
# Main API
"ImageCompressor",
"compress_images",
"get_compressor",
# Types
"Technique",
"CompressionResult",
]